Sahil Singla
18 papers · 2019–2025 · 7 venues · across top CS/AI venues
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adversarial robustness
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certified robustness
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spurious feature
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gradient norm preservation
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text-to-image generation
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label noise
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Papers
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation
CVPR 2025
Improved and Oracle-Efficient Online β_1-Multicalibration
ICML 2025
Data-Centric Debugging: Mitigating Model Failures via Targeted Image Retrieval
WACV 2024
e-COP : Episodic Constrained Optimization of Policies
NeurIPS 2024
Sample Complexity of Posted Pricing for a Single Item
NeurIPS 2024
Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases
NeurIPS 2023
Hard ImageNet: Segmentations for Objects with Strong Spurious Cues
NeurIPS 2022
Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100
ICLR 2022
Improved techniques for deterministic l2 robustness
NeurIPS 2022
Salient ImageNet: How to discover spurious features in Deep Learning?
ICLR 2022
Fantastic Four: Differentiable and Efficient Bounds on Singular Values of Convolution Layers
ICLR 2021
Low Curvature Activations Reduce Overfitting in Adversarial Training
ICCV 2021
Perceptual Adversarial Robustness: Defense Against Unseen Threat Models
ICLR 2021
Skew Orthogonal Convolutions
ICML 2021
Understanding Failures of Deep Networks via Robust Feature Extraction
CVPR 2021
Online Learning with Vector Costs and Bandits with Knapsacks
COLT 2020
Second-Order Provable Defenses against Adversarial Attacks
ICML 2020
Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation
ICML 2019